Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 1941 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 409.6 KiB |
| Average record size in memory | 216.1 B |
Variable types
| Numeric | 24 |
|---|---|
| Categorical | 3 |
Edges_X_Index is highly overall correlated with LogOfAreas and 7 other fields | High correlation |
Edges_Y_Index is highly overall correlated with Empty_Index and 9 other fields | High correlation |
Empty_Index is highly overall correlated with Edges_Y_Index and 3 other fields | High correlation |
LogOfAreas is highly overall correlated with Edges_X_Index and 10 other fields | High correlation |
Log_X_Index is highly overall correlated with Edges_Y_Index and 10 other fields | High correlation |
Log_Y_Index is highly overall correlated with Edges_X_Index and 9 other fields | High correlation |
Luminosity_Index is highly overall correlated with Maximum_of_Luminosity and 1 other fields | High correlation |
Maximum_of_Luminosity is highly overall correlated with Luminosity_Index | High correlation |
Minimum_of_Luminosity is highly overall correlated with LogOfAreas and 5 other fields | High correlation |
Orientation_Index is highly overall correlated with Edges_X_Index and 3 other fields | High correlation |
Outside_Global_Index is highly overall correlated with Orientation_Index | High correlation |
Outside_X_Index is highly overall correlated with Edges_Y_Index and 9 other fields | High correlation |
Pixels_Areas is highly overall correlated with Edges_X_Index and 10 other fields | High correlation |
SigmoidOfAreas is highly overall correlated with Edges_X_Index and 10 other fields | High correlation |
Steel_Plate_Thickness is highly overall correlated with TypeOfSteel_A300 and 1 other fields | High correlation |
Sum_of_Luminosity is highly overall correlated with Edges_X_Index and 9 other fields | High correlation |
TypeOfSteel_A300 is highly overall correlated with Steel_Plate_Thickness and 1 other fields | High correlation |
TypeOfSteel_A400 is highly overall correlated with Steel_Plate_Thickness and 1 other fields | High correlation |
X_Maximum is highly overall correlated with X_Minimum | High correlation |
X_Minimum is highly overall correlated with X_Maximum | High correlation |
X_Perimeter is highly overall correlated with Edges_X_Index and 10 other fields | High correlation |
Y_Maximum is highly overall correlated with Y_Minimum | High correlation |
Y_Minimum is highly overall correlated with Y_Maximum | High correlation |
Y_Perimeter is highly overall correlated with Edges_X_Index and 10 other fields | High correlation |
X_Perimeter is highly skewed (γ1 = 21.5394512) | Skewed |
Y_Perimeter is highly skewed (γ1 = 39.29315841) | Skewed |
X_Minimum has 38 (2.0%) zeros | Zeros |
Edges_Index has 38 (2.0%) zeros | Zeros |
Orientation_Index has 91 (4.7%) zeros | Zeros |
Reproduction
| Analysis started | 2024-05-08 12:24:31.656775 |
|---|---|
| Analysis finished | 2024-05-08 12:27:30.392246 |
| Duration | 2 minutes and 58.74 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
X_Minimum
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 962 |
|---|---|
| Distinct (%) | 49.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 571.13601 |
| Minimum | 0 |
|---|---|
| Maximum | 1705 |
| Zeros | 38 |
| Zeros (%) | 2.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 51 |
| median | 435 |
| Q3 | 1053 |
| 95-th percentile | 1538 |
| Maximum | 1705 |
| Range | 1705 |
| Interquartile range (IQR) | 1002 |
Descriptive statistics
| Standard deviation | 520.69067 |
|---|---|
| Coefficient of variation (CV) | 0.91167543 |
| Kurtosis | -1.1451435 |
| Mean | 571.13601 |
| Median Absolute Deviation (MAD) | 395 |
| Skewness | 0.5008972 |
| Sum | 1108575 |
| Variance | 271118.78 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 41 | 126 | 6.5% |
| 39 | 125 | 6.4% |
| 0 | 38 | 2.0% |
| 43 | 18 | 0.9% |
| 37 | 12 | 0.6% |
| 2 | 8 | 0.4% |
| 19 | 8 | 0.4% |
| 9 | 8 | 0.4% |
| 13 | 7 | 0.4% |
| 15 | 7 | 0.4% |
| Other values (952) | 1584 |
| Value | Count | Frequency (%) |
| 0 | 38 | |
| 1 | 6 | 0.3% |
| 2 | 8 | 0.4% |
| 3 | 3 | 0.2% |
| 4 | 4 | 0.2% |
| 5 | 3 | 0.2% |
| 6 | 4 | 0.2% |
| 7 | 3 | 0.2% |
| 8 | 3 | 0.2% |
| 9 | 8 | 0.4% |
| Value | Count | Frequency (%) |
| 1705 | 1 | 0.1% |
| 1688 | 1 | 0.1% |
| 1687 | 2 | |
| 1685 | 1 | 0.1% |
| 1683 | 1 | 0.1% |
| 1682 | 1 | 0.1% |
| 1680 | 1 | 0.1% |
| 1678 | 1 | 0.1% |
| 1677 | 3 | |
| 1675 | 1 | 0.1% |
X_Maximum
Real number (ℝ)
HIGH CORRELATION
| Distinct | 994 |
|---|---|
| Distinct (%) | 51.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 617.96445 |
| Minimum | 4 |
|---|---|
| Maximum | 1713 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 192 |
| median | 467 |
| Q3 | 1072 |
| 95-th percentile | 1561 |
| Maximum | 1713 |
| Range | 1709 |
| Interquartile range (IQR) | 880 |
Descriptive statistics
| Standard deviation | 497.62741 |
|---|---|
| Coefficient of variation (CV) | 0.80526867 |
| Kurtosis | -1.0775255 |
| Mean | 617.96445 |
| Median Absolute Deviation (MAD) | 349 |
| Skewness | 0.52420967 |
| Sum | 1199469 |
| Variance | 247633.04 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 212 | 23 | 1.2% |
| 214 | 22 | 1.1% |
| 218 | 21 | 1.1% |
| 216 | 19 | 1.0% |
| 194 | 14 | 0.7% |
| 211 | 13 | 0.7% |
| 192 | 12 | 0.6% |
| 209 | 11 | 0.6% |
| 193 | 10 | 0.5% |
| 210 | 9 | 0.5% |
| Other values (984) | 1787 |
| Value | Count | Frequency (%) |
| 4 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 6 | 1 | 0.1% |
| 8 | 3 | 0.2% |
| 9 | 2 | 0.1% |
| 10 | 3 | 0.2% |
| 11 | 3 | 0.2% |
| 12 | 4 | |
| 13 | 5 | |
| 14 | 8 |
| Value | Count | Frequency (%) |
| 1713 | 1 | 0.1% |
| 1712 | 1 | 0.1% |
| 1696 | 1 | 0.1% |
| 1694 | 2 | |
| 1692 | 1 | 0.1% |
| 1690 | 1 | 0.1% |
| 1689 | 1 | 0.1% |
| 1688 | 3 | |
| 1687 | 2 | |
| 1686 | 1 | 0.1% |
Y_Minimum
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1939 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1650684.9 |
| Minimum | 6712 |
|---|---|
| Maximum | 12987661 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 6712 |
|---|---|
| 5-th percentile | 86773 |
| Q1 | 471253 |
| median | 1204128 |
| Q3 | 2183073 |
| 95-th percentile | 4532922 |
| Maximum | 12987661 |
| Range | 12980949 |
| Interquartile range (IQR) | 1711820 |
Descriptive statistics
| Standard deviation | 1774578.4 |
|---|---|
| Coefficient of variation (CV) | 1.0750558 |
| Kurtosis | 11.357575 |
| Mean | 1650684.9 |
| Median Absolute Deviation (MAD) | 817349 |
| Skewness | 2.8112132 |
| Sum | 3.2039793 × 109 |
| Variance | 3.1491286 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1803992 | 2 | 0.1% |
| 28972 | 2 | 0.1% |
| 270900 | 1 | 0.1% |
| 430948 | 1 | 0.1% |
| 409986 | 1 | 0.1% |
| 402394 | 1 | 0.1% |
| 393457 | 1 | 0.1% |
| 379740 | 1 | 0.1% |
| 375592 | 1 | 0.1% |
| 363701 | 1 | 0.1% |
| Other values (1929) | 1929 |
| Value | Count | Frequency (%) |
| 6712 | 1 | |
| 7003 | 1 | |
| 7430 | 1 | |
| 7851 | 1 | |
| 9007 | 1 | |
| 9228 | 1 | |
| 12799 | 1 | |
| 13302 | 1 | |
| 14524 | 1 | |
| 15184 | 1 |
| Value | Count | Frequency (%) |
| 12987661 | 1 | |
| 12917033 | 1 | |
| 12806495 | 1 | |
| 12725281 | 1 | |
| 12577343 | 1 | |
| 12438460 | 1 | |
| 12416454 | 1 | |
| 11741476 | 1 | |
| 11569824 | 1 | |
| 11499942 | 1 |
Y_Maximum
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1940 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1650738.7 |
| Minimum | 6724 |
|---|---|
| Maximum | 12987692 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 6724 |
|---|---|
| 5-th percentile | 86815 |
| Q1 | 471281 |
| median | 1204136 |
| Q3 | 2183084 |
| 95-th percentile | 4532948 |
| Maximum | 12987692 |
| Range | 12980968 |
| Interquartile range (IQR) | 1711803 |
Descriptive statistics
| Standard deviation | 1774590.1 |
|---|---|
| Coefficient of variation (CV) | 1.0750279 |
| Kurtosis | 11.357194 |
| Mean | 1650738.7 |
| Median Absolute Deviation (MAD) | 817342 |
| Skewness | 2.811169 |
| Sum | 3.2040838 × 109 |
| Variance | 3.14917 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 28984 | 2 | 0.1% |
| 270944 | 1 | 0.1% |
| 1229628 | 1 | 0.1% |
| 410023 | 1 | 0.1% |
| 402418 | 1 | 0.1% |
| 393488 | 1 | 0.1% |
| 379759 | 1 | 0.1% |
| 375611 | 1 | 0.1% |
| 363718 | 1 | 0.1% |
| 149070 | 1 | 0.1% |
| Other values (1930) | 1930 |
| Value | Count | Frequency (%) |
| 6724 | 1 | |
| 7020 | 1 | |
| 7458 | 1 | |
| 7865 | 1 | |
| 9033 | 1 | |
| 9246 | 1 | |
| 12804 | 1 | |
| 13320 | 1 | |
| 14551 | 1 | |
| 15196 | 1 |
| Value | Count | Frequency (%) |
| 12987692 | 1 | |
| 12917094 | 1 | |
| 12806520 | 1 | |
| 12725314 | 1 | |
| 12577396 | 1 | |
| 12438491 | 1 | |
| 12416473 | 1 | |
| 11741833 | 1 | |
| 11569844 | 1 | |
| 11499957 | 1 |
Pixels_Areas
Real number (ℝ)
HIGH CORRELATION
| Distinct | 920 |
|---|---|
| Distinct (%) | 47.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1893.8784 |
| Minimum | 2 |
|---|---|
| Maximum | 152655 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 39 |
| Q1 | 84 |
| median | 174 |
| Q3 | 822 |
| 95-th percentile | 11211 |
| Maximum | 152655 |
| Range | 152653 |
| Interquartile range (IQR) | 738 |
Descriptive statistics
| Standard deviation | 5168.4596 |
|---|---|
| Coefficient of variation (CV) | 2.7290345 |
| Kurtosis | 375.8382 |
| Mean | 1893.8784 |
| Median Absolute Deviation (MAD) | 114 |
| Skewness | 14.083822 |
| Sum | 3676018 |
| Variance | 26712974 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 52 | 19 | 1.0% |
| 68 | 19 | 1.0% |
| 60 | 18 | 0.9% |
| 55 | 16 | 0.8% |
| 51 | 15 | 0.8% |
| 16 | 15 | 0.8% |
| 74 | 14 | 0.7% |
| 110 | 14 | 0.7% |
| 63 | 14 | 0.7% |
| 67 | 14 | 0.7% |
| Other values (910) | 1783 |
| Value | Count | Frequency (%) |
| 2 | 2 | 0.1% |
| 6 | 2 | 0.1% |
| 8 | 2 | 0.1% |
| 9 | 2 | 0.1% |
| 10 | 1 | 0.1% |
| 11 | 1 | 0.1% |
| 12 | 10 | |
| 14 | 1 | 0.1% |
| 15 | 3 | 0.2% |
| 16 | 15 |
| Value | Count | Frequency (%) |
| 152655 | 1 | |
| 37334 | 1 | |
| 25473 | 1 | |
| 25323 | 1 | |
| 24365 | 1 | |
| 22554 | 1 | |
| 21987 | 1 | |
| 21110 | 1 | |
| 21036 | 1 | |
| 20894 | 1 |
X_Perimeter
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 399 |
|---|---|
| Distinct (%) | 20.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 111.85523 |
| Minimum | 2 |
|---|---|
| Maximum | 10449 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 15 |
| median | 26 |
| Q3 | 84 |
| 95-th percentile | 616 |
| Maximum | 10449 |
| Range | 10447 |
| Interquartile range (IQR) | 69 |
Descriptive statistics
| Standard deviation | 301.20919 |
|---|---|
| Coefficient of variation (CV) | 2.6928485 |
| Kurtosis | 715.95655 |
| Mean | 111.85523 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 21.539451 |
| Sum | 217111 |
| Variance | 90726.974 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12 | 81 | 4.2% |
| 15 | 75 | 3.9% |
| 13 | 71 | 3.7% |
| 14 | 69 | 3.6% |
| 11 | 58 | 3.0% |
| 16 | 57 | 2.9% |
| 10 | 55 | 2.8% |
| 9 | 52 | 2.7% |
| 17 | 51 | 2.6% |
| 18 | 51 | 2.6% |
| Other values (389) | 1321 |
| Value | Count | Frequency (%) |
| 2 | 2 | 0.1% |
| 3 | 2 | 0.1% |
| 4 | 6 | 0.3% |
| 5 | 10 | 0.5% |
| 6 | 18 | 0.9% |
| 7 | 14 | 0.7% |
| 8 | 28 | |
| 9 | 52 | |
| 10 | 55 | |
| 11 | 58 |
| Value | Count | Frequency (%) |
| 10449 | 1 | |
| 1275 | 1 | |
| 1193 | 1 | |
| 1169 | 1 | |
| 1138 | 1 | |
| 1084 | 1 | |
| 1050 | 1 | |
| 1022 | 1 | |
| 1021 | 1 | |
| 1015 | 1 |
Y_Perimeter
Real number (ℝ)
HIGH CORRELATION SKEWED
| Distinct | 317 |
|---|---|
| Distinct (%) | 16.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 82.965997 |
| Minimum | 1 |
|---|---|
| Maximum | 18152 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 13 |
| median | 25 |
| Q3 | 83 |
| 95-th percentile | 381 |
| Maximum | 18152 |
| Range | 18151 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 426.48288 |
|---|---|
| Coefficient of variation (CV) | 5.1404539 |
| Kurtosis | 1663.0518 |
| Mean | 82.965997 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 39.293158 |
| Sum | 161037 |
| Variance | 181887.65 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 11 | 87 | 4.5% |
| 12 | 78 | 4.0% |
| 10 | 72 | 3.7% |
| 13 | 61 | 3.1% |
| 14 | 60 | 3.1% |
| 17 | 55 | 2.8% |
| 15 | 54 | 2.8% |
| 20 | 45 | 2.3% |
| 8 | 44 | 2.3% |
| 16 | 43 | 2.2% |
| Other values (307) | 1342 |
| Value | Count | Frequency (%) |
| 1 | 2 | 0.1% |
| 2 | 2 | 0.1% |
| 3 | 9 | 0.5% |
| 4 | 35 | |
| 5 | 17 | 0.9% |
| 6 | 19 | 1.0% |
| 7 | 35 | |
| 8 | 44 | |
| 9 | 35 | |
| 10 | 72 |
| Value | Count | Frequency (%) |
| 18152 | 1 | |
| 903 | 1 | |
| 712 | 1 | |
| 709 | 1 | |
| 696 | 1 | |
| 684 | 1 | |
| 680 | 1 | |
| 605 | 1 | |
| 604 | 1 | |
| 597 | 1 |
Sum_of_Luminosity
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1909 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 206312.15 |
| Minimum | 250 |
|---|---|
| Maximum | 11591414 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 250 |
|---|---|
| 5-th percentile | 4347 |
| Q1 | 9522 |
| median | 19202 |
| Q3 | 83011 |
| 95-th percentile | 1293558 |
| Maximum | 11591414 |
| Range | 11591164 |
| Interquartile range (IQR) | 73489 |
Descriptive statistics
| Standard deviation | 512293.59 |
|---|---|
| Coefficient of variation (CV) | 2.4830995 |
| Kurtosis | 131.49526 |
| Mean | 206312.15 |
| Median Absolute Deviation (MAD) | 12505 |
| Skewness | 7.73072 |
| Sum | 4.0045188 × 108 |
| Variance | 2.6244472 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8140 | 2 | 0.1% |
| 41476 | 2 | 0.1% |
| 13352 | 2 | 0.1% |
| 16308 | 2 | 0.1% |
| 6216 | 2 | 0.1% |
| 10024 | 2 | 0.1% |
| 29002 | 2 | 0.1% |
| 13351 | 2 | 0.1% |
| 11890 | 2 | 0.1% |
| 7502 | 2 | 0.1% |
| Other values (1899) | 1921 |
| Value | Count | Frequency (%) |
| 250 | 1 | |
| 255 | 1 | |
| 718 | 1 | |
| 764 | 1 | |
| 775 | 1 | |
| 950 | 1 | |
| 958 | 1 | |
| 1059 | 1 | |
| 1063 | 1 | |
| 1233 | 1 |
| Value | Count | Frequency (%) |
| 11591414 | 1 | |
| 3918209 | 1 | |
| 3061597 | 1 | |
| 3037459 | 1 | |
| 2935414 | 1 | |
| 2712104 | 1 | |
| 2638402 | 1 | |
| 2554885 | 1 | |
| 2529140 | 1 | |
| 2519511 | 1 |
Maximum_of_Luminosity
Real number (ℝ)
HIGH CORRELATION
| Distinct | 100 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 130.19371 |
| Minimum | 37 |
|---|---|
| Maximum | 253 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 37 |
|---|---|
| 5-th percentile | 102 |
| Q1 | 124 |
| median | 127 |
| Q3 | 140 |
| 95-th percentile | 156 |
| Maximum | 253 |
| Range | 216 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 18.690992 |
|---|---|
| Coefficient of variation (CV) | 0.14356294 |
| Kurtosis | 7.8584205 |
| Mean | 130.19371 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 1.2870354 |
| Sum | 252706 |
| Variance | 349.35318 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 127 | 194 | 10.0% |
| 126 | 151 | 7.8% |
| 124 | 146 | 7.5% |
| 141 | 129 | 6.6% |
| 125 | 112 | 5.8% |
| 132 | 109 | 5.6% |
| 143 | 97 | 5.0% |
| 140 | 95 | 4.9% |
| 134 | 95 | 4.9% |
| 135 | 88 | 4.5% |
| Other values (90) | 725 |
| Value | Count | Frequency (%) |
| 37 | 1 | 0.1% |
| 39 | 1 | 0.1% |
| 70 | 1 | 0.1% |
| 71 | 3 | 0.2% |
| 77 | 2 | 0.1% |
| 78 | 3 | 0.2% |
| 79 | 2 | 0.1% |
| 82 | 1 | 0.1% |
| 84 | 9 | |
| 85 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 253 | 1 | 0.1% |
| 252 | 2 | 0.1% |
| 247 | 1 | 0.1% |
| 236 | 1 | 0.1% |
| 221 | 1 | 0.1% |
| 220 | 1 | 0.1% |
| 213 | 1 | 0.1% |
| 212 | 3 | |
| 210 | 1 | 0.1% |
| 207 | 5 |
Length_of_Conveyer
Real number (ℝ)
| Distinct | 84 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1459.1602 |
| Minimum | 1227 |
|---|---|
| Maximum | 1794 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 1227 |
|---|---|
| 5-th percentile | 1353 |
| Q1 | 1358 |
| median | 1364 |
| Q3 | 1650 |
| 95-th percentile | 1692 |
| Maximum | 1794 |
| Range | 567 |
| Interquartile range (IQR) | 292 |
Descriptive statistics
| Standard deviation | 144.57782 |
|---|---|
| Coefficient of variation (CV) | 0.099082898 |
| Kurtosis | -1.1917137 |
| Mean | 1459.1602 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.85142225 |
| Sum | 2832230 |
| Variance | 20902.747 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1358 | 242 | 12.5% |
| 1356 | 186 | 9.6% |
| 1360 | 156 | 8.0% |
| 1362 | 107 | 5.5% |
| 1364 | 101 | 5.2% |
| 1692 | 94 | 4.8% |
| 1353 | 85 | 4.4% |
| 1687 | 84 | 4.3% |
| 1354 | 81 | 4.2% |
| 1387 | 68 | 3.5% |
| Other values (74) | 737 |
| Value | Count | Frequency (%) |
| 1227 | 3 | |
| 1280 | 1 | 0.1% |
| 1306 | 4 | |
| 1308 | 2 | |
| 1320 | 1 | 0.1% |
| 1322 | 3 | |
| 1324 | 1 | 0.1% |
| 1333 | 2 | |
| 1336 | 1 | 0.1% |
| 1346 | 2 |
| Value | Count | Frequency (%) |
| 1794 | 1 | 0.1% |
| 1715 | 2 | 0.1% |
| 1712 | 1 | 0.1% |
| 1710 | 6 | 0.3% |
| 1708 | 3 | 0.2% |
| 1707 | 1 | 0.1% |
| 1700 | 2 | 0.1% |
| 1698 | 19 | |
| 1696 | 21 | |
| 1694 | 36 |
TypeOfSteel_A300
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1941 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1164 | |
| 1 | 777 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 1164 | |
| 1 | 777 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1164 | |
| 1 | 777 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1941 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1164 | |
| 1 | 777 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1941 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1164 | |
| 1 | 777 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1941 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1164 | |
| 1 | 777 |
TypeOfSteel_A400
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1941 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1164 | |
| 0 | 777 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1164 | |
| 0 | 777 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1164 | |
| 0 | 777 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1941 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1164 | |
| 0 | 777 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1941 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1164 | |
| 0 | 777 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1941 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 1164 | |
| 0 | 777 |
Steel_Plate_Thickness
Real number (ℝ)
HIGH CORRELATION
| Distinct | 24 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78.737764 |
| Minimum | 40 |
|---|---|
| Maximum | 300 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 40 |
| median | 70 |
| Q3 | 80 |
| 95-th percentile | 200 |
| Maximum | 300 |
| Range | 260 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 55.086032 |
|---|---|
| Coefficient of variation (CV) | 0.69961387 |
| Kurtosis | 4.9378385 |
| Mean | 78.737764 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 2.2069351 |
| Sum | 152830 |
| Variance | 3034.4709 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 40 | 710 | |
| 70 | 380 | |
| 100 | 154 | 7.9% |
| 80 | 150 | 7.7% |
| 50 | 115 | 5.9% |
| 60 | 87 | 4.5% |
| 200 | 79 | 4.1% |
| 300 | 43 | 2.2% |
| 69 | 39 | 2.0% |
| 175 | 33 | 1.7% |
| Other values (14) | 151 | 7.8% |
| Value | Count | Frequency (%) |
| 40 | 710 | |
| 50 | 115 | 5.9% |
| 60 | 87 | 4.5% |
| 69 | 39 | 2.0% |
| 70 | 380 | |
| 80 | 150 | 7.7% |
| 85 | 4 | 0.2% |
| 90 | 23 | 1.2% |
| 100 | 154 | 7.9% |
| 120 | 25 | 1.3% |
| Value | Count | Frequency (%) |
| 300 | 43 | |
| 290 | 2 | 0.1% |
| 250 | 2 | 0.1% |
| 220 | 16 | 0.8% |
| 211 | 5 | 0.3% |
| 200 | 79 | |
| 185 | 14 | 0.7% |
| 180 | 2 | 0.1% |
| 175 | 33 | |
| 150 | 26 | 1.3% |
Edges_Index
Real number (ℝ)
ZEROS
| Distinct | 1387 |
|---|---|
| Distinct (%) | 71.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3317152 |
| Minimum | 0 |
|---|---|
| Maximum | 0.9952 |
| Zeros | 38 |
| Zeros (%) | 2.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0118 |
| Q1 | 0.0604 |
| median | 0.2273 |
| Q3 | 0.5738 |
| 95-th percentile | 0.9029 |
| Maximum | 0.9952 |
| Range | 0.9952 |
| Interquartile range (IQR) | 0.5134 |
Descriptive statistics
| Standard deviation | 0.29971175 |
|---|---|
| Coefficient of variation (CV) | 0.9035213 |
| Kurtosis | -0.90420928 |
| Mean | 0.3317152 |
| Median Absolute Deviation (MAD) | 0.1742 |
| Skewness | 0.68577108 |
| Sum | 643.8592 |
| Variance | 0.089827132 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0604 | 43 | 2.2% |
| 0 | 38 | 2.0% |
| 0.0574 | 34 | 1.8% |
| 0.0557 | 30 | 1.5% |
| 0.0585 | 25 | 1.3% |
| 0.0605 | 24 | 1.2% |
| 0.0556 | 21 | 1.1% |
| 0.0586 | 21 | 1.1% |
| 0.0575 | 20 | 1.0% |
| 0.0558 | 12 | 0.6% |
| Other values (1377) | 1673 |
| Value | Count | Frequency (%) |
| 0 | 38 | |
| 0.0012 | 2 | 0.1% |
| 0.0014 | 2 | 0.1% |
| 0.0015 | 4 | 0.2% |
| 0.0023 | 1 | 0.1% |
| 0.0024 | 8 | 0.4% |
| 0.003 | 3 | 0.2% |
| 0.0035 | 1 | 0.1% |
| 0.0036 | 2 | 0.1% |
| 0.0043 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0.9952 | 1 | 0.1% |
| 0.9923 | 1 | 0.1% |
| 0.9905 | 1 | 0.1% |
| 0.9897 | 1 | 0.1% |
| 0.9846 | 2 | |
| 0.9835 | 1 | 0.1% |
| 0.9834 | 1 | 0.1% |
| 0.9816 | 1 | 0.1% |
| 0.9808 | 3 | |
| 0.9795 | 1 | 0.1% |
Empty_Index
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1338 |
|---|---|
| Distinct (%) | 68.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.41420335 |
| Minimum | 0 |
|---|---|
| Maximum | 0.9439 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.2083 |
| Q1 | 0.3158 |
| median | 0.4121 |
| Q3 | 0.5016 |
| 95-th percentile | 0.6448 |
| Maximum | 0.9439 |
| Range | 0.9439 |
| Interquartile range (IQR) | 0.1858 |
Descriptive statistics
| Standard deviation | 0.13726149 |
|---|---|
| Coefficient of variation (CV) | 0.33138672 |
| Kurtosis | 0.18930051 |
| Mean | 0.41420335 |
| Median Absolute Deviation (MAD) | 0.0929 |
| Skewness | 0.29346776 |
| Sum | 803.9687 |
| Variance | 0.018840716 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.3333 | 28 | 1.4% |
| 0.25 | 21 | 1.1% |
| 0.2222 | 12 | 0.6% |
| 0.3636 | 12 | 0.6% |
| 0.2 | 12 | 0.6% |
| 0.375 | 11 | 0.6% |
| 0.4 | 11 | 0.6% |
| 0.5 | 10 | 0.5% |
| 0.3 | 10 | 0.5% |
| 0.2778 | 9 | 0.5% |
| Other values (1328) | 1805 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.0278 | 1 | |
| 0.0368 | 1 | |
| 0.0595 | 1 | |
| 0.0682 | 1 | |
| 0.0714 | 1 | |
| 0.0781 | 1 | |
| 0.0818 | 1 | |
| 0.0926 | 1 | |
| 0.0972 | 1 |
| Value | Count | Frequency (%) |
| 0.9439 | 1 | |
| 0.9275 | 1 | |
| 0.894 | 1 | |
| 0.8888 | 1 | |
| 0.8856 | 1 | |
| 0.8817 | 1 | |
| 0.8767 | 1 | |
| 0.8648 | 1 | |
| 0.8487 | 1 | |
| 0.8473 | 1 |
Square_Index
Real number (ℝ)
| Distinct | 770 |
|---|---|
| Distinct (%) | 39.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.57076713 |
| Minimum | 0.0083 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 0.0083 |
|---|---|
| 5-th percentile | 0.125 |
| Q1 | 0.3613 |
| median | 0.5556 |
| Q3 | 0.8182 |
| 95-th percentile | 0.9912 |
| Maximum | 1 |
| Range | 0.9917 |
| Interquartile range (IQR) | 0.4569 |
Descriptive statistics
| Standard deviation | 0.27105839 |
|---|---|
| Coefficient of variation (CV) | 0.47490188 |
| Kurtosis | -1.1580304 |
| Mean | 0.57076713 |
| Median Absolute Deviation (MAD) | 0.2223 |
| Skewness | -0.056305677 |
| Sum | 1107.859 |
| Variance | 0.073472648 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 91 | 4.7% |
| 0.8 | 42 | 2.2% |
| 0.5 | 38 | 2.0% |
| 0.6667 | 37 | 1.9% |
| 0.3333 | 31 | 1.6% |
| 0.75 | 30 | 1.5% |
| 0.8889 | 28 | 1.4% |
| 0.9091 | 27 | 1.4% |
| 0.8571 | 25 | 1.3% |
| 0.4 | 24 | 1.2% |
| Other values (760) | 1568 |
| Value | Count | Frequency (%) |
| 0.0083 | 1 | |
| 0.009 | 1 | |
| 0.0261 | 1 | |
| 0.0294 | 1 | |
| 0.0393 | 1 | |
| 0.0396 | 1 | |
| 0.0408 | 1 | |
| 0.0422 | 1 | |
| 0.0441 | 1 | |
| 0.0448 | 1 |
| Value | Count | Frequency (%) |
| 1 | 91 | |
| 0.9955 | 1 | 0.1% |
| 0.9945 | 1 | 0.1% |
| 0.9942 | 3 | 0.2% |
| 0.993 | 1 | 0.1% |
| 0.9912 | 1 | 0.1% |
| 0.9895 | 1 | 0.1% |
| 0.9884 | 1 | 0.1% |
| 0.9867 | 1 | 0.1% |
| 0.9832 | 1 | 0.1% |
Outside_X_Index
Real number (ℝ)
HIGH CORRELATION
| Distinct | 454 |
|---|---|
| Distinct (%) | 23.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.033361103 |
| Minimum | 0.0015 |
|---|---|
| Maximum | 0.8759 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 0.0015 |
|---|---|
| 5-th percentile | 0.0044 |
| Q1 | 0.0066 |
| median | 0.0101 |
| Q3 | 0.0235 |
| 95-th percentile | 0.1289 |
| Maximum | 0.8759 |
| Range | 0.8744 |
| Interquartile range (IQR) | 0.0169 |
Descriptive statistics
| Standard deviation | 0.058961169 |
|---|---|
| Coefficient of variation (CV) | 1.7673627 |
| Kurtosis | 46.109128 |
| Mean | 0.033361103 |
| Median Absolute Deviation (MAD) | 0.0047 |
| Skewness | 5.1818301 |
| Sum | 64.7539 |
| Variance | 0.0034764195 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0059 | 75 | 3.9% |
| 0.0066 | 71 | 3.7% |
| 0.0081 | 53 | 2.7% |
| 0.0088 | 48 | 2.5% |
| 0.0053 | 46 | 2.4% |
| 0.0074 | 45 | 2.3% |
| 0.0044 | 42 | 2.2% |
| 0.0047 | 42 | 2.2% |
| 0.0065 | 40 | 2.1% |
| 0.0052 | 40 | 2.1% |
| Other values (444) | 1439 |
| Value | Count | Frequency (%) |
| 0.0015 | 2 | 0.1% |
| 0.0022 | 3 | 0.2% |
| 0.0024 | 1 | 0.1% |
| 0.0029 | 4 | 0.2% |
| 0.003 | 6 | 0.3% |
| 0.0035 | 5 | 0.3% |
| 0.0036 | 8 | 0.4% |
| 0.0037 | 29 | |
| 0.0041 | 20 | |
| 0.0042 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 0.8759 | 1 | |
| 0.6226 | 1 | |
| 0.6209 | 1 | |
| 0.5906 | 1 | |
| 0.5692 | 1 | |
| 0.4964 | 1 | |
| 0.4957 | 1 | |
| 0.4698 | 1 | |
| 0.4177 | 1 | |
| 0.3878 | 1 |
Edges_X_Index
Real number (ℝ)
HIGH CORRELATION
| Distinct | 818 |
|---|---|
| Distinct (%) | 42.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.61052865 |
| Minimum | 0.0144 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 0.0144 |
|---|---|
| 5-th percentile | 0.2105 |
| Q1 | 0.4118 |
| median | 0.6364 |
| Q3 | 0.8 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0.9856 |
| Interquartile range (IQR) | 0.3882 |
Descriptive statistics
| Standard deviation | 0.24327692 |
|---|---|
| Coefficient of variation (CV) | 0.3984693 |
| Kurtosis | -0.9302592 |
| Mean | 0.61052865 |
| Median Absolute Deviation (MAD) | 0.1819 |
| Skewness | -0.23509587 |
| Sum | 1185.0361 |
| Variance | 0.059183659 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 135 | 7.0% |
| 0.8 | 49 | 2.5% |
| 0.75 | 43 | 2.2% |
| 0.6667 | 41 | 2.1% |
| 0.5 | 33 | 1.7% |
| 0.8333 | 24 | 1.2% |
| 0.9 | 21 | 1.1% |
| 0.8571 | 21 | 1.1% |
| 0.7778 | 20 | 1.0% |
| 0.8889 | 20 | 1.0% |
| Other values (808) | 1534 |
| Value | Count | Frequency (%) |
| 0.0144 | 1 | |
| 0.0645 | 1 | |
| 0.0657 | 1 | |
| 0.0717 | 1 | |
| 0.0724 | 1 | |
| 0.0782 | 1 | |
| 0.0794 | 1 | |
| 0.0874 | 1 | |
| 0.0909 | 1 | |
| 0.0968 | 1 |
| Value | Count | Frequency (%) |
| 1 | 135 | |
| 0.9965 | 1 | 0.1% |
| 0.9879 | 1 | 0.1% |
| 0.9828 | 1 | 0.1% |
| 0.9804 | 1 | 0.1% |
| 0.9776 | 1 | 0.1% |
| 0.975 | 1 | 0.1% |
| 0.9688 | 2 | 0.1% |
| 0.9682 | 1 | 0.1% |
| 0.9671 | 1 | 0.1% |
Edges_Y_Index
Real number (ℝ)
HIGH CORRELATION
| Distinct | 648 |
|---|---|
| Distinct (%) | 33.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.81347223 |
| Minimum | 0.0484 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 0.0484 |
|---|---|
| 5-th percentile | 0.381 |
| Q1 | 0.5968 |
| median | 0.9474 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0.9516 |
| Interquartile range (IQR) | 0.4032 |
Descriptive statistics
| Standard deviation | 0.23427362 |
|---|---|
| Coefficient of variation (CV) | 0.28799216 |
| Kurtosis | -0.56319361 |
| Mean | 0.81347223 |
| Median Absolute Deviation (MAD) | 0.0526 |
| Skewness | -0.92858241 |
| Sum | 1578.9496 |
| Variance | 0.05488413 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 820 | |
| 0.6667 | 19 | 1.0% |
| 0.9231 | 16 | 0.8% |
| 0.8333 | 16 | 0.8% |
| 0.75 | 16 | 0.8% |
| 0.9091 | 14 | 0.7% |
| 0.8 | 14 | 0.7% |
| 0.9167 | 13 | 0.7% |
| 0.9 | 12 | 0.6% |
| 0.875 | 12 | 0.6% |
| Other values (638) | 989 |
| Value | Count | Frequency (%) |
| 0.0484 | 1 | |
| 0.105 | 1 | |
| 0.1123 | 1 | |
| 0.1312 | 1 | |
| 0.1321 | 1 | |
| 0.1378 | 1 | |
| 0.1379 | 1 | |
| 0.1463 | 1 | |
| 0.1509 | 2 | |
| 0.1521 | 1 |
| Value | Count | Frequency (%) |
| 1 | 820 | |
| 0.9994 | 1 | 0.1% |
| 0.9977 | 1 | 0.1% |
| 0.9973 | 1 | 0.1% |
| 0.9931 | 2 | 0.1% |
| 0.9925 | 1 | 0.1% |
| 0.9921 | 2 | 0.1% |
| 0.992 | 1 | 0.1% |
| 0.9917 | 1 | 0.1% |
| 0.9916 | 1 | 0.1% |
Outside_Global_Index
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 15.3 KiB |
| 1.0 | |
|---|---|
| 0.0 | |
| 0.5 | 91 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 5823 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 1072 | |
| 0.0 | 778 | |
| 0.5 | 91 | 4.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 1072 | |
| 0.0 | 778 | |
| 0.5 | 91 | 4.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2719 | |
| . | 1941 | |
| 1 | 1072 | 18.4% |
| 5 | 91 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5823 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2719 | |
| . | 1941 | |
| 1 | 1072 | 18.4% |
| 5 | 91 | 1.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5823 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2719 | |
| . | 1941 | |
| 1 | 1072 | 18.4% |
| 5 | 91 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5823 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 2719 | |
| . | 1941 | |
| 1 | 1072 | 18.4% |
| 5 | 91 | 1.6% |
LogOfAreas
Real number (ℝ)
HIGH CORRELATION
| Distinct | 914 |
|---|---|
| Distinct (%) | 47.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4923884 |
| Minimum | 0.301 |
|---|---|
| Maximum | 5.1837 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 0.301 |
|---|---|
| 5-th percentile | 1.5911 |
| Q1 | 1.9243 |
| median | 2.2406 |
| Q3 | 2.9149 |
| 95-th percentile | 4.0496 |
| Maximum | 5.1837 |
| Range | 4.8827 |
| Interquartile range (IQR) | 0.9906 |
Descriptive statistics
| Standard deviation | 0.78892985 |
|---|---|
| Coefficient of variation (CV) | 0.31653568 |
| Kurtosis | -0.33921066 |
| Mean | 2.4923884 |
| Median Absolute Deviation (MAD) | 0.4017 |
| Skewness | 0.74828448 |
| Sum | 4837.7258 |
| Variance | 0.62241031 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.8325 | 19 | 1.0% |
| 1.716 | 19 | 1.0% |
| 1.7781 | 18 | 0.9% |
| 1.7404 | 16 | 0.8% |
| 1.7076 | 15 | 0.8% |
| 1.2041 | 15 | 0.8% |
| 1.7993 | 14 | 0.7% |
| 1.7482 | 14 | 0.7% |
| 1.8261 | 14 | 0.7% |
| 1.8692 | 14 | 0.7% |
| Other values (904) | 1783 |
| Value | Count | Frequency (%) |
| 0.301 | 2 | 0.1% |
| 0.7782 | 2 | 0.1% |
| 0.9031 | 2 | 0.1% |
| 0.9542 | 2 | 0.1% |
| 1 | 1 | 0.1% |
| 1.0414 | 1 | 0.1% |
| 1.0792 | 10 | |
| 1.1461 | 1 | 0.1% |
| 1.1761 | 3 | 0.2% |
| 1.2041 | 15 |
| Value | Count | Frequency (%) |
| 5.1837 | 1 | |
| 4.5721 | 1 | |
| 4.4061 | 1 | |
| 4.4035 | 1 | |
| 4.3868 | 1 | |
| 4.3532 | 1 | |
| 4.3422 | 1 | |
| 4.3245 | 1 | |
| 4.323 | 1 | |
| 4.32 | 1 |
Log_X_Index
Real number (ℝ)
HIGH CORRELATION
| Distinct | 183 |
|---|---|
| Distinct (%) | 9.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3356861 |
| Minimum | 0.301 |
|---|---|
| Maximum | 3.0741 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 0.301 |
|---|---|
| 5-th percentile | 0.7782 |
| Q1 | 1 |
| median | 1.1761 |
| Q3 | 1.5185 |
| 95-th percentile | 2.243 |
| Maximum | 3.0741 |
| Range | 2.7731 |
| Interquartile range (IQR) | 0.5185 |
Descriptive statistics
| Standard deviation | 0.48161161 |
|---|---|
| Coefficient of variation (CV) | 0.36057244 |
| Kurtosis | -0.04144811 |
| Mean | 1.3356861 |
| Median Absolute Deviation (MAD) | 0.2219 |
| Skewness | 1.0010141 |
| Sum | 2592.5668 |
| Variance | 0.23194974 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.9542 | 147 | 7.6% |
| 1.0792 | 120 | 6.2% |
| 0.9031 | 119 | 6.1% |
| 1 | 116 | 6.0% |
| 1.0414 | 112 | 5.8% |
| 1.1139 | 90 | 4.6% |
| 0.8451 | 81 | 4.2% |
| 1.1461 | 70 | 3.6% |
| 1.2305 | 58 | 3.0% |
| 0.7782 | 58 | 3.0% |
| Other values (173) | 970 |
| Value | Count | Frequency (%) |
| 0.301 | 2 | 0.1% |
| 0.4771 | 3 | 0.2% |
| 0.6021 | 10 | 0.5% |
| 0.699 | 29 | 1.5% |
| 0.7782 | 58 | 3.0% |
| 0.8451 | 81 | |
| 0.9031 | 119 | |
| 0.9542 | 147 | |
| 1 | 116 | |
| 1.0414 | 112 |
| Value | Count | Frequency (%) |
| 3.0741 | 1 | |
| 2.9385 | 1 | |
| 2.9335 | 1 | |
| 2.918 | 1 | |
| 2.8882 | 1 | |
| 2.842 | 1 | |
| 2.8414 | 1 | |
| 2.8048 | 1 | |
| 2.7543 | 1 | |
| 2.7235 | 1 |
Log_Y_Index
Real number (ℝ)
HIGH CORRELATION
| Distinct | 217 |
|---|---|
| Distinct (%) | 11.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4032713 |
| Minimum | 0 |
|---|---|
| Maximum | 4.2587 |
| Zeros | 2 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.699 |
| Q1 | 1.0792 |
| median | 1.3222 |
| Q3 | 1.7324 |
| 95-th percentile | 2.2304 |
| Maximum | 4.2587 |
| Range | 4.2587 |
| Interquartile range (IQR) | 0.6532 |
Descriptive statistics
| Standard deviation | 0.45434516 |
|---|---|
| Coefficient of variation (CV) | 0.32377571 |
| Kurtosis | 0.38407733 |
| Mean | 1.4032713 |
| Median Absolute Deviation (MAD) | 0.2808 |
| Skewness | 0.44510061 |
| Sum | 2723.7496 |
| Variance | 0.20642953 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.0792 | 92 | 4.7% |
| 1.0414 | 87 | 4.5% |
| 1 | 78 | 4.0% |
| 1.1461 | 70 | 3.6% |
| 1.1139 | 66 | 3.4% |
| 1.1761 | 56 | 2.9% |
| 0.9542 | 56 | 2.9% |
| 0.9031 | 53 | 2.7% |
| 1.301 | 51 | 2.6% |
| 1.2553 | 47 | 2.4% |
| Other values (207) | 1285 |
| Value | Count | Frequency (%) |
| 0 | 2 | 0.1% |
| 0.301 | 6 | 0.3% |
| 0.4771 | 23 | 1.2% |
| 0.6021 | 44 | |
| 0.699 | 31 | 1.6% |
| 0.7782 | 28 | 1.4% |
| 0.8451 | 31 | 1.6% |
| 0.9031 | 53 | |
| 0.9542 | 56 | |
| 1 | 78 |
| Value | Count | Frequency (%) |
| 4.2587 | 1 | |
| 2.776 | 1 | |
| 2.6294 | 1 | |
| 2.6181 | 1 | |
| 2.6149 | 1 | |
| 2.5922 | 1 | |
| 2.5752 | 2 | |
| 2.5527 | 1 | |
| 2.5515 | 1 | |
| 2.5052 | 1 |
Orientation_Index
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 918 |
|---|---|
| Distinct (%) | 47.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.083287635 |
| Minimum | -0.991 |
|---|---|
| Maximum | 0.9917 |
| Zeros | 91 |
| Zeros (%) | 4.7% |
| Negative | 778 |
| Negative (%) | 40.1% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | -0.991 |
|---|---|
| 5-th percentile | -0.6713 |
| Q1 | -0.3333 |
| median | 0.0952 |
| Q3 | 0.5116 |
| 95-th percentile | 0.8372 |
| Maximum | 0.9917 |
| Range | 1.9827 |
| Interquartile range (IQR) | 0.8449 |
Descriptive statistics
| Standard deviation | 0.50086805 |
|---|---|
| Coefficient of variation (CV) | 6.0137143 |
| Kurtosis | -1.0446547 |
| Mean | 0.083287635 |
| Median Absolute Deviation (MAD) | 0.4181 |
| Skewness | -0.15344552 |
| Sum | 161.6613 |
| Variance | 0.2508688 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 91 | 4.7% |
| 0.3333 | 23 | 1.2% |
| 0.6667 | 21 | 1.1% |
| -0.2 | 21 | 1.1% |
| 0.5 | 21 | 1.1% |
| 0.2 | 21 | 1.1% |
| 0.25 | 20 | 1.0% |
| 0.1818 | 17 | 0.9% |
| -0.5 | 17 | 0.9% |
| 0.1111 | 15 | 0.8% |
| Other values (908) | 1674 |
| Value | Count | Frequency (%) |
| -0.991 | 1 | |
| -0.9739 | 1 | |
| -0.9706 | 1 | |
| -0.9604 | 1 | |
| -0.9592 | 1 | |
| -0.9559 | 1 | |
| -0.9546 | 1 | |
| -0.9514 | 1 | |
| -0.9509 | 1 | |
| -0.95 | 2 |
| Value | Count | Frequency (%) |
| 0.9917 | 1 | |
| 0.9607 | 1 | |
| 0.9578 | 1 | |
| 0.9552 | 1 | |
| 0.9481 | 1 | |
| 0.9467 | 1 | |
| 0.9463 | 1 | |
| 0.9431 | 1 | |
| 0.9419 | 1 | |
| 0.9388 | 1 |
Luminosity_Index
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1522 |
|---|---|
| Distinct (%) | 78.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.13130505 |
| Minimum | -0.9989 |
|---|---|
| Maximum | 0.6421 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 1714 |
| Negative (%) | 88.3% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | -0.9989 |
|---|---|
| 5-th percentile | -0.3479 |
| Q1 | -0.195 |
| median | -0.133 |
| Q3 | -0.0666 |
| 95-th percentile | 0.0376 |
| Maximum | 0.6421 |
| Range | 1.641 |
| Interquartile range (IQR) | 0.1284 |
Descriptive statistics
| Standard deviation | 0.14876684 |
|---|---|
| Coefficient of variation (CV) | -1.1329864 |
| Kurtosis | 5.8067489 |
| Mean | -0.13130505 |
| Median Absolute Deviation (MAD) | 0.063 |
| Skewness | 0.67933872 |
| Sum | -254.8631 |
| Variance | 0.022131573 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -0.1851 | 6 | 0.3% |
| -0.1903 | 5 | 0.3% |
| -0.189 | 5 | 0.3% |
| -0.1797 | 4 | 0.2% |
| -0.112 | 4 | 0.2% |
| -0.1805 | 4 | 0.2% |
| -0.1865 | 4 | 0.2% |
| -0.1078 | 4 | 0.2% |
| -0.0935 | 4 | 0.2% |
| -0.0481 | 4 | 0.2% |
| Other values (1512) | 1897 |
| Value | Count | Frequency (%) |
| -0.9989 | 1 | |
| -0.885 | 1 | |
| -0.8603 | 1 | |
| -0.6332 | 1 | |
| -0.6096 | 1 | |
| -0.6017 | 1 | |
| -0.5971 | 1 | |
| -0.594 | 1 | |
| -0.5902 | 1 | |
| -0.585 | 1 |
| Value | Count | Frequency (%) |
| 0.6421 | 1 | |
| 0.5917 | 1 | |
| 0.5916 | 1 | |
| 0.5909 | 1 | |
| 0.5799 | 1 | |
| 0.5613 | 1 | |
| 0.5591 | 1 | |
| 0.5552 | 1 | |
| 0.5518 | 1 | |
| 0.5237 | 1 |
SigmoidOfAreas
Real number (ℝ)
HIGH CORRELATION
| Distinct | 388 |
|---|---|
| Distinct (%) | 20.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.58542045 |
| Minimum | 0.119 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 0.119 |
|---|---|
| 5-th percentile | 0.1696 |
| Q1 | 0.2482 |
| median | 0.5063 |
| Q3 | 0.9998 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 0.881 |
| Interquartile range (IQR) | 0.7516 |
Descriptive statistics
| Standard deviation | 0.33945181 |
|---|---|
| Coefficient of variation (CV) | 0.57984275 |
| Kurtosis | -1.7076941 |
| Mean | 0.58542045 |
| Median Absolute Deviation (MAD) | 0.3098 |
| Skewness | 0.12578852 |
| Sum | 1136.3011 |
| Variance | 0.11522753 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 460 | 23.7% |
| 0.1773 | 29 | 1.5% |
| 0.2288 | 29 | 1.5% |
| 0.2173 | 25 | 1.3% |
| 0.1954 | 24 | 1.2% |
| 0.2432 | 24 | 1.2% |
| 0.2901 | 23 | 1.2% |
| 0.2051 | 22 | 1.1% |
| 0.9999 | 22 | 1.1% |
| 0.3068 | 21 | 1.1% |
| Other values (378) | 1262 |
| Value | Count | Frequency (%) |
| 0.119 | 2 | 0.1% |
| 0.124 | 1 | 0.1% |
| 0.1262 | 4 | 0.2% |
| 0.1284 | 2 | 0.1% |
| 0.1292 | 4 | 0.2% |
| 0.1307 | 2 | 0.1% |
| 0.1322 | 11 | |
| 0.133 | 1 | 0.1% |
| 0.1353 | 5 | |
| 0.1361 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 460 | |
| 0.9999 | 22 | 1.1% |
| 0.9998 | 16 | 0.8% |
| 0.9997 | 5 | 0.3% |
| 0.9996 | 4 | 0.2% |
| 0.9995 | 2 | 0.1% |
| 0.9994 | 2 | 0.1% |
| 0.9993 | 3 | 0.2% |
| 0.9992 | 2 | 0.1% |
| 0.9991 | 2 | 0.1% |
Minimum_of_Luminosity
Real number (ℝ)
HIGH CORRELATION
| Distinct | 161 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84.548686 |
| Minimum | 0 |
|---|---|
| Maximum | 203 |
| Zeros | 4 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 15.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 63 |
| median | 90 |
| Q3 | 106 |
| 95-th percentile | 124 |
| Maximum | 203 |
| Range | 203 |
| Interquartile range (IQR) | 43 |
Descriptive statistics
| Standard deviation | 32.134276 |
|---|---|
| Coefficient of variation (CV) | 0.3800683 |
| Kurtosis | 0.11237035 |
| Mean | 84.548686 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | -0.10709776 |
| Sum | 164109 |
| Variance | 1032.6117 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 101 | 39 | 2.0% |
| 91 | 38 | 2.0% |
| 97 | 38 | 2.0% |
| 104 | 37 | 1.9% |
| 96 | 37 | 1.9% |
| 95 | 36 | 1.9% |
| 99 | 36 | 1.9% |
| 84 | 35 | 1.8% |
| 105 | 34 | 1.8% |
| 120 | 33 | 1.7% |
| Other values (151) | 1578 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 4 | 1 | 0.1% |
| 6 | 2 | |
| 7 | 1 | 0.1% |
| 9 | 1 | 0.1% |
| 11 | 2 | |
| 12 | 1 | 0.1% |
| 14 | 1 | 0.1% |
| 15 | 1 | 0.1% |
| 16 | 2 |
| Value | Count | Frequency (%) |
| 203 | 1 | 0.1% |
| 196 | 1 | 0.1% |
| 195 | 2 | |
| 192 | 2 | |
| 191 | 1 | 0.1% |
| 190 | 1 | 0.1% |
| 179 | 2 | |
| 178 | 4 | |
| 177 | 1 | 0.1% |
| 175 | 1 | 0.1% |
| Edges_Index | Edges_X_Index | Edges_Y_Index | Empty_Index | Length_of_Conveyer | LogOfAreas | Log_X_Index | Log_Y_Index | Luminosity_Index | Maximum_of_Luminosity | Minimum_of_Luminosity | Orientation_Index | Outside_Global_Index | Outside_X_Index | Pixels_Areas | SigmoidOfAreas | Square_Index | Steel_Plate_Thickness | Sum_of_Luminosity | TypeOfSteel_A300 | TypeOfSteel_A400 | X_Maximum | X_Minimum | X_Perimeter | Y_Maximum | Y_Minimum | Y_Perimeter | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Edges_Index | 1.000 | 0.273 | 0.266 | -0.164 | 0.125 | -0.386 | -0.281 | -0.420 | 0.231 | 0.153 | 0.398 | -0.029 | 0.116 | -0.283 | -0.386 | -0.367 | 0.170 | 0.174 | -0.352 | 0.166 | 0.166 | 0.391 | 0.459 | -0.352 | -0.027 | -0.027 | -0.420 |
| Edges_X_Index | 0.273 | 1.000 | 0.186 | -0.415 | 0.057 | -0.536 | -0.202 | -0.730 | 0.072 | 0.007 | 0.206 | -0.537 | 0.329 | -0.214 | -0.536 | -0.556 | 0.238 | -0.008 | -0.526 | 0.206 | 0.206 | 0.165 | 0.192 | -0.578 | 0.036 | 0.036 | -0.685 |
| Edges_Y_Index | 0.266 | 0.186 | 1.000 | -0.572 | 0.127 | -0.551 | -0.808 | -0.350 | -0.161 | -0.225 | 0.188 | 0.574 | 0.412 | -0.813 | -0.551 | -0.597 | 0.078 | 0.327 | -0.574 | 0.282 | 0.282 | 0.236 | 0.368 | -0.746 | -0.069 | -0.069 | -0.548 |
| Empty_Index | -0.164 | -0.415 | -0.572 | 1.000 | -0.166 | 0.354 | 0.511 | 0.371 | 0.170 | 0.145 | 0.038 | -0.142 | 0.174 | 0.530 | 0.354 | 0.492 | -0.075 | -0.069 | 0.368 | 0.141 | 0.141 | -0.162 | -0.215 | 0.579 | -0.004 | -0.004 | 0.471 |
| Length_of_Conveyer | 0.125 | 0.057 | 0.127 | -0.166 | 1.000 | -0.056 | -0.064 | -0.064 | -0.037 | 0.052 | -0.099 | 0.072 | 0.107 | -0.182 | -0.056 | -0.092 | 0.157 | 0.194 | -0.067 | 0.434 | 0.434 | 0.255 | 0.246 | -0.099 | -0.009 | -0.009 | -0.096 |
| LogOfAreas | -0.386 | -0.536 | -0.551 | 0.354 | -0.056 | 1.000 | 0.790 | 0.909 | -0.225 | 0.004 | -0.584 | 0.006 | 0.288 | 0.784 | 1.000 | 0.977 | -0.247 | -0.285 | 0.985 | 0.420 | 0.420 | -0.269 | -0.416 | 0.896 | 0.045 | 0.045 | 0.949 |
| Log_X_Index | -0.281 | -0.202 | -0.808 | 0.511 | -0.064 | 0.790 | 1.000 | 0.549 | -0.055 | 0.127 | -0.429 | -0.501 | 0.331 | 0.989 | 0.790 | 0.819 | -0.060 | -0.333 | 0.795 | 0.370 | 0.370 | -0.245 | -0.392 | 0.889 | 0.103 | 0.103 | 0.686 |
| Log_Y_Index | -0.420 | -0.730 | -0.350 | 0.371 | -0.064 | 0.909 | 0.549 | 1.000 | -0.250 | -0.051 | -0.549 | 0.331 | 0.320 | 0.551 | 0.909 | 0.899 | -0.315 | -0.186 | 0.890 | 0.356 | 0.356 | -0.263 | -0.383 | 0.779 | 0.001 | 0.001 | 0.957 |
| Luminosity_Index | 0.231 | 0.072 | -0.161 | 0.170 | -0.037 | -0.225 | -0.055 | -0.250 | 1.000 | 0.853 | 0.717 | -0.182 | 0.182 | -0.036 | -0.225 | -0.203 | 0.124 | -0.158 | -0.105 | 0.214 | 0.214 | -0.018 | 0.008 | -0.085 | -0.077 | -0.077 | -0.181 |
| Maximum_of_Luminosity | 0.153 | 0.007 | -0.225 | 0.145 | 0.052 | 0.004 | 0.127 | -0.051 | 0.853 | 1.000 | 0.415 | -0.185 | 0.133 | 0.131 | 0.004 | -0.003 | 0.111 | -0.161 | 0.111 | 0.311 | 0.311 | -0.059 | -0.078 | 0.094 | -0.062 | -0.062 | 0.008 |
| Minimum_of_Luminosity | 0.398 | 0.206 | 0.188 | 0.038 | -0.099 | -0.584 | -0.429 | -0.549 | 0.717 | 0.415 | 1.000 | 0.005 | 0.207 | -0.402 | -0.584 | -0.516 | 0.056 | 0.127 | -0.496 | 0.380 | 0.380 | 0.135 | 0.284 | -0.447 | -0.113 | -0.113 | -0.510 |
| Orientation_Index | -0.029 | -0.537 | 0.574 | -0.142 | 0.072 | 0.006 | -0.501 | 0.331 | -0.182 | -0.185 | 0.005 | 1.000 | 0.784 | -0.494 | 0.006 | -0.018 | -0.226 | 0.317 | -0.014 | 0.266 | 0.266 | 0.049 | 0.148 | -0.192 | -0.130 | -0.130 | 0.146 |
| Outside_Global_Index | 0.116 | 0.329 | 0.412 | 0.174 | 0.107 | 0.288 | 0.331 | 0.320 | 0.182 | 0.133 | 0.207 | 0.784 | 1.000 | -0.422 | -0.004 | -0.042 | -0.086 | 0.238 | -0.022 | 0.070 | 0.070 | 0.041 | 0.120 | -0.191 | -0.093 | -0.093 | 0.098 |
| Outside_X_Index | -0.283 | -0.214 | -0.813 | 0.530 | -0.182 | 0.784 | 0.989 | 0.551 | -0.036 | 0.131 | -0.402 | -0.494 | -0.422 | 1.000 | 0.784 | 0.816 | -0.073 | -0.362 | 0.791 | 0.332 | 0.332 | -0.273 | -0.416 | 0.888 | 0.102 | 0.102 | 0.689 |
| Pixels_Areas | -0.386 | -0.536 | -0.551 | 0.354 | -0.056 | 1.000 | 0.790 | 0.909 | -0.225 | 0.004 | -0.584 | 0.006 | -0.004 | 0.784 | 1.000 | 0.977 | -0.247 | -0.285 | 0.985 | 0.101 | 0.101 | -0.269 | -0.416 | 0.896 | 0.045 | 0.045 | 0.949 |
| SigmoidOfAreas | -0.367 | -0.556 | -0.597 | 0.492 | -0.092 | 0.977 | 0.819 | 0.899 | -0.203 | -0.003 | -0.516 | -0.018 | -0.042 | 0.816 | 0.977 | 1.000 | -0.281 | -0.254 | 0.965 | 0.331 | 0.331 | -0.274 | -0.403 | 0.928 | 0.038 | 0.038 | 0.956 |
| Square_Index | 0.170 | 0.238 | 0.078 | -0.075 | 0.157 | -0.247 | -0.060 | -0.315 | 0.124 | 0.111 | 0.056 | -0.226 | -0.086 | -0.073 | -0.247 | -0.281 | 1.000 | -0.102 | -0.247 | 0.231 | 0.231 | 0.081 | 0.086 | -0.259 | 0.018 | 0.018 | -0.342 |
| Steel_Plate_Thickness | 0.174 | -0.008 | 0.327 | -0.069 | 0.194 | -0.285 | -0.333 | -0.186 | -0.158 | -0.161 | 0.127 | 0.317 | 0.238 | -0.362 | -0.285 | -0.254 | -0.102 | 1.000 | -0.309 | 0.724 | 0.724 | 0.144 | 0.251 | -0.278 | -0.196 | -0.196 | -0.236 |
| Sum_of_Luminosity | -0.352 | -0.526 | -0.574 | 0.368 | -0.067 | 0.985 | 0.795 | 0.890 | -0.105 | 0.111 | -0.496 | -0.014 | -0.022 | 0.791 | 0.985 | 0.965 | -0.247 | -0.309 | 1.000 | 0.181 | 0.181 | -0.276 | -0.420 | 0.895 | 0.024 | 0.024 | 0.939 |
| TypeOfSteel_A300 | 0.166 | 0.206 | 0.282 | 0.141 | 0.434 | 0.420 | 0.370 | 0.356 | 0.214 | 0.311 | 0.380 | 0.266 | 0.070 | 0.332 | 0.101 | 0.331 | 0.231 | 0.724 | 0.181 | 1.000 | 0.999 | 0.065 | 0.147 | -0.254 | 0.185 | 0.185 | -0.354 |
| TypeOfSteel_A400 | 0.166 | 0.206 | 0.282 | 0.141 | 0.434 | 0.420 | 0.370 | 0.356 | 0.214 | 0.311 | 0.380 | 0.266 | 0.070 | 0.332 | 0.101 | 0.331 | 0.231 | 0.724 | 0.181 | 0.999 | 1.000 | -0.065 | -0.147 | 0.254 | -0.185 | -0.185 | 0.354 |
| X_Maximum | 0.391 | 0.165 | 0.236 | -0.162 | 0.255 | -0.269 | -0.245 | -0.263 | -0.018 | -0.059 | 0.135 | 0.049 | 0.041 | -0.273 | -0.269 | -0.274 | 0.081 | 0.144 | -0.276 | 0.065 | -0.065 | 1.000 | 0.949 | -0.268 | 0.032 | 0.032 | -0.276 |
| X_Minimum | 0.459 | 0.192 | 0.368 | -0.215 | 0.246 | -0.416 | -0.392 | -0.383 | 0.008 | -0.078 | 0.284 | 0.148 | 0.120 | -0.416 | -0.416 | -0.403 | 0.086 | 0.251 | -0.420 | 0.147 | -0.147 | 0.949 | 1.000 | -0.409 | -0.004 | -0.004 | -0.412 |
| X_Perimeter | -0.352 | -0.578 | -0.746 | 0.579 | -0.099 | 0.896 | 0.889 | 0.779 | -0.085 | 0.094 | -0.447 | -0.192 | -0.191 | 0.888 | 0.896 | 0.928 | -0.259 | -0.278 | 0.895 | -0.254 | 0.254 | -0.268 | -0.409 | 1.000 | 0.076 | 0.076 | 0.881 |
| Y_Maximum | -0.027 | 0.036 | -0.069 | -0.004 | -0.009 | 0.045 | 0.103 | 0.001 | -0.077 | -0.062 | -0.113 | -0.130 | -0.093 | 0.102 | 0.045 | 0.038 | 0.018 | -0.196 | 0.024 | 0.185 | -0.185 | 0.032 | -0.004 | 0.076 | 1.000 | 1.000 | 0.019 |
| Y_Minimum | -0.027 | 0.036 | -0.069 | -0.004 | -0.009 | 0.045 | 0.103 | 0.001 | -0.077 | -0.062 | -0.113 | -0.130 | -0.093 | 0.102 | 0.045 | 0.038 | 0.018 | -0.196 | 0.024 | 0.185 | -0.185 | 0.032 | -0.004 | 0.076 | 1.000 | 1.000 | 0.019 |
| Y_Perimeter | -0.420 | -0.685 | -0.548 | 0.471 | -0.096 | 0.949 | 0.686 | 0.957 | -0.181 | 0.008 | -0.510 | 0.146 | 0.098 | 0.689 | 0.949 | 0.956 | -0.342 | -0.236 | 0.939 | -0.354 | 0.354 | -0.276 | -0.412 | 0.881 | 0.019 | 0.019 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| X_Minimum | X_Maximum | Y_Minimum | Y_Maximum | Pixels_Areas | X_Perimeter | Y_Perimeter | Sum_of_Luminosity | Maximum_of_Luminosity | Length_of_Conveyer | TypeOfSteel_A300 | TypeOfSteel_A400 | Steel_Plate_Thickness | Edges_Index | Empty_Index | Square_Index | Outside_X_Index | Edges_X_Index | Edges_Y_Index | Outside_Global_Index | LogOfAreas | Log_X_Index | Log_Y_Index | Orientation_Index | Luminosity_Index | SigmoidOfAreas | Minimum_of_Luminosity | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 42 | 50 | 270900 | 270944 | 267 | 17 | 44 | 24220 | 108 | 1687 | 1 | 0 | 80 | 0.0498 | 0.2415 | 0.1818 | 0.0047 | 0.4706 | 1.0000 | 1.0 | 2.4265 | 0.9031 | 1.6435 | 0.8182 | -0.2913 | 0.5822 | 76 |
| 1 | 645 | 651 | 2538079 | 2538108 | 108 | 10 | 30 | 11397 | 123 | 1687 | 1 | 0 | 80 | 0.7647 | 0.3793 | 0.2069 | 0.0036 | 0.6000 | 0.9667 | 1.0 | 2.0334 | 0.7782 | 1.4624 | 0.7931 | -0.1756 | 0.2984 | 84 |
| 2 | 829 | 835 | 1553913 | 1553931 | 71 | 8 | 19 | 7972 | 125 | 1623 | 1 | 0 | 100 | 0.9710 | 0.3426 | 0.3333 | 0.0037 | 0.7500 | 0.9474 | 1.0 | 1.8513 | 0.7782 | 1.2553 | 0.6667 | -0.1228 | 0.2150 | 99 |
| 3 | 853 | 860 | 369370 | 369415 | 176 | 13 | 45 | 18996 | 126 | 1353 | 0 | 1 | 290 | 0.7287 | 0.4413 | 0.1556 | 0.0052 | 0.5385 | 1.0000 | 1.0 | 2.2455 | 0.8451 | 1.6532 | 0.8444 | -0.1568 | 0.5212 | 99 |
| 4 | 1289 | 1306 | 498078 | 498335 | 2409 | 60 | 260 | 246930 | 126 | 1353 | 0 | 1 | 185 | 0.0695 | 0.4486 | 0.0662 | 0.0126 | 0.2833 | 0.9885 | 1.0 | 3.3818 | 1.2305 | 2.4099 | 0.9338 | -0.1992 | 1.0000 | 37 |
| 5 | 430 | 441 | 100250 | 100337 | 630 | 20 | 87 | 62357 | 127 | 1387 | 0 | 1 | 40 | 0.6200 | 0.3417 | 0.1264 | 0.0079 | 0.5500 | 1.0000 | 1.0 | 2.7993 | 1.0414 | 1.9395 | 0.8736 | -0.2267 | 0.9874 | 64 |
| 6 | 413 | 446 | 138468 | 138883 | 9052 | 230 | 432 | 1481991 | 199 | 1687 | 0 | 1 | 150 | 0.4896 | 0.3390 | 0.0795 | 0.0196 | 0.1435 | 0.9607 | 1.0 | 3.9567 | 1.5185 | 2.6181 | 0.9205 | 0.2791 | 1.0000 | 23 |
| 7 | 190 | 200 | 210936 | 210956 | 132 | 11 | 20 | 20007 | 172 | 1687 | 0 | 1 | 150 | 0.2253 | 0.3400 | 0.5000 | 0.0059 | 0.9091 | 1.0000 | 1.0 | 2.1206 | 1.0000 | 1.3010 | 0.5000 | 0.1841 | 0.3359 | 124 |
| 8 | 330 | 343 | 429227 | 429253 | 264 | 15 | 26 | 29748 | 148 | 1687 | 0 | 1 | 150 | 0.3912 | 0.2189 | 0.5000 | 0.0077 | 0.8667 | 1.0000 | 1.0 | 2.4216 | 1.1139 | 1.4150 | 0.5000 | -0.1197 | 0.5593 | 53 |
| 9 | 74 | 90 | 779144 | 779308 | 1506 | 46 | 167 | 180215 | 143 | 1687 | 0 | 1 | 150 | 0.0877 | 0.4261 | 0.0976 | 0.0095 | 0.3478 | 0.9820 | 1.0 | 3.1778 | 1.2041 | 2.2148 | 0.9024 | -0.0651 | 1.0000 | 53 |
| X_Minimum | X_Maximum | Y_Minimum | Y_Maximum | Pixels_Areas | X_Perimeter | Y_Perimeter | Sum_of_Luminosity | Maximum_of_Luminosity | Length_of_Conveyer | TypeOfSteel_A300 | TypeOfSteel_A400 | Steel_Plate_Thickness | Edges_Index | Empty_Index | Square_Index | Outside_X_Index | Edges_X_Index | Edges_Y_Index | Outside_Global_Index | LogOfAreas | Log_X_Index | Log_Y_Index | Orientation_Index | Luminosity_Index | SigmoidOfAreas | Minimum_of_Luminosity | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1931 | 523 | 567 | 266325 | 266337 | 209 | 67 | 30 | 26833 | 141 | 1360 | 0 | 1 | 40 | 0.7691 | 0.6042 | 0.2727 | 0.0323 | 0.6567 | 0.4000 | 0.0 | 2.3201 | 1.6435 | 1.0792 | -0.7273 | 0.0030 | 0.8183 | 119 |
| 1932 | 239 | 269 | 276029 | 276047 | 299 | 51 | 22 | 37820 | 140 | 1360 | 0 | 1 | 40 | 0.3515 | 0.4463 | 0.6000 | 0.0221 | 0.5882 | 0.8182 | 0.0 | 2.4757 | 1.4771 | 1.2553 | -0.4000 | -0.0118 | 0.8299 | 116 |
| 1933 | 367 | 422 | 289647 | 289665 | 355 | 116 | 58 | 46882 | 143 | 1360 | 0 | 1 | 40 | 0.5397 | 0.6414 | 0.3273 | 0.0404 | 0.4741 | 0.3103 | 0.0 | 2.5502 | 1.7404 | 1.2553 | -0.6727 | 0.0317 | 0.9899 | 123 |
| 1934 | 137 | 170 | 301492 | 301511 | 304 | 59 | 26 | 35778 | 126 | 1360 | 0 | 1 | 40 | 0.2015 | 0.5152 | 0.5758 | 0.0243 | 0.5593 | 0.7308 | 0.0 | 2.4829 | 1.5185 | 1.2787 | -0.4242 | -0.0805 | 0.8971 | 111 |
| 1935 | 238 | 287 | 315114 | 315142 | 671 | 91 | 39 | 86424 | 143 | 1360 | 0 | 1 | 40 | 0.3500 | 0.5109 | 0.5714 | 0.0360 | 0.5385 | 0.7179 | 0.0 | 2.8267 | 1.6902 | 1.4472 | -0.4286 | 0.0062 | 0.9992 | 119 |
| 1936 | 249 | 277 | 325780 | 325796 | 273 | 54 | 22 | 35033 | 141 | 1360 | 0 | 1 | 40 | 0.3662 | 0.3906 | 0.5714 | 0.0206 | 0.5185 | 0.7273 | 0.0 | 2.4362 | 1.4472 | 1.2041 | -0.4286 | 0.0026 | 0.7254 | 119 |
| 1937 | 144 | 175 | 340581 | 340598 | 287 | 44 | 24 | 34599 | 133 | 1360 | 0 | 1 | 40 | 0.2118 | 0.4554 | 0.5484 | 0.0228 | 0.7046 | 0.7083 | 0.0 | 2.4579 | 1.4914 | 1.2305 | -0.4516 | -0.0582 | 0.8173 | 112 |
| 1938 | 145 | 174 | 386779 | 386794 | 292 | 40 | 22 | 37572 | 140 | 1360 | 0 | 1 | 40 | 0.2132 | 0.3287 | 0.5172 | 0.0213 | 0.7250 | 0.6818 | 0.0 | 2.4654 | 1.4624 | 1.1761 | -0.4828 | 0.0052 | 0.7079 | 120 |
| 1939 | 137 | 170 | 422497 | 422528 | 419 | 97 | 47 | 52715 | 140 | 1360 | 0 | 1 | 40 | 0.2015 | 0.5904 | 0.9394 | 0.0243 | 0.3402 | 0.6596 | 0.0 | 2.6222 | 1.5185 | 1.4914 | -0.0606 | -0.0171 | 0.9919 | 117 |
| 1940 | 1261 | 1281 | 87951 | 87967 | 103 | 26 | 22 | 11682 | 133 | 1360 | 1 | 0 | 80 | 0.1162 | 0.6781 | 0.8000 | 0.0147 | 0.7692 | 0.7273 | 0.0 | 2.0128 | 1.3010 | 1.2041 | -0.2000 | -0.1139 | 0.5296 | 101 |